{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This script is part of the Molecular Systems Biology submission \"Best practices in single-cell RNA-seq analysis: a tutorial\". \n",
    "\n",
    "Here, we show that significant marker genes can be obtained for random data (simulated with a single cluster) after clustering. Clustering forces a separation of the cells into clusters based on gene expression data, which in turn allows differential testing to find significant differences between the expression of genes in the clusters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/malte.luecken/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "import scanpy.api as sc\n",
    "import numpy as np\n",
    "import scipy as sp\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "from matplotlib import colors\n",
    "import seaborn as sb\n",
    "\n",
    "import warnings\n",
    "from rpy2.rinterface import RRuntimeWarning\n",
    "from rpy2.robjects import pandas2ri\n",
    "\n",
    "%load_ext rpy2.ipython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scanpy==1.3.2+78.g5034872 anndata==0.6.11 numpy==1.14.2 scipy==1.0.1 pandas==0.22.0 scikit-learn==0.19.1 statsmodels==0.8.0 python-igraph==0.7.1 louvain==0.6.1 \n"
     ]
    }
   ],
   "source": [
    "# ignore R warning messages\n",
    "warnings.filterwarnings(\"ignore\", category=RRuntimeWarning)\n",
    "\n",
    "# Automatically convert rpy2 outputs to pandas dataframes\n",
    "pandas2ri.activate()\n",
    "\n",
    "plt.rcParams['figure.figsize']=(8,8) #rescale figures\n",
    "sc.settings.verbosity = 3\n",
    "#sc.set_figure_params(dpi=200, dpi_save=300)\n",
    "sc.logging.print_versions()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generate Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We simulate single-cell gene expression data with a single cluster, dropout, no differentially expressed genes, for 1,000 cells and 10,000 genes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%%R -o data\n",
    "require(splatter)\n",
    "\n",
    "n_cells <- 1000\n",
    "n_genes <- 10000\n",
    "\n",
    "params <- newSplatParams(seed=12345,\n",
    "                        nGenes = n_genes,\n",
    "                        batchCells = n_cells,\n",
    "                        dropout.present = TRUE, \n",
    "                        dropout.shape = 0.95,\n",
    "                        de.prob = 0)\n",
    "\n",
    "\n",
    "sim <- splatSimulate(params)\n",
    "\n",
    "data <- counts(sim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_df = pandas2ri.ri2py_dataframe(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "adata = sc.AnnData(data_df.transpose())\n",
    "adata.obs_names = adata.obs_names.astype(str)\n",
    "adata.var_names = adata.var_names.astype(str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pre-processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "filtered out 994 genes that are detected in less than 20 cells\n"
     ]
    }
   ],
   "source": [
    "#Basic QC filtering\n",
    "sc.pp.filter_cells(adata, min_counts=1000)\n",
    "sc.pp.filter_cells(adata, min_genes=200)\n",
    "sc.pp.filter_genes(adata, min_cells=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 1000 × 9006 \n",
       "    obs: 'n_counts', 'n_genes'\n",
       "    var: 'n_cells'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: We use CPM normalization here as it is reasonable to assume that our simulated data originally has the same number of molecules (given that we simulate a single cluster)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Normalize the data\n",
    "sc.pp.normalize_per_cell(adata, counts_per_cell_after=1e4)\n",
    "sc.pp.log1p(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "If you pass `n_top_genes`, all cutoffs are ignored.\n"
     ]
    }
   ],
   "source": [
    "#Detect highly variable genes\n",
    "sc.pp.filter_genes_dispersion(adata, flavor='cell_ranger', n_top_genes=4000, log=False, subset=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "computing neighbors\n",
      "    using 'X_pca' with n_pcs = 10\n",
      "    finished (0:00:04.17) --> added to `.uns['neighbors']`\n",
      "    'distances', weighted adjacency matrix\n",
      "    'connectivities', weighted adjacency matrix\n",
      "computing UMAP\n",
      "    finished (0:00:03.32) --> added\n",
      "    'X_umap', UMAP coordinates (adata.obsm)\n"
     ]
    }
   ],
   "source": [
    "# Pre-process and visualize\n",
    "sc.pp.pca(adata, svd_solver='arpack', use_highly_variable=True, n_comps=10)\n",
    "sc.pp.neighbors(adata)\n",
    "sc.tl.umap(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5h9X2Hwf+ev8OTZIk9aaVIHAS8ELT8ot0O2k398nM7TS+xR/TyrbVbYTTgSXd9jkO+JfM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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.pca_variance_ratio(adata)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We only use 10 principal components here as we have a very simple system without much heterogeneity. Using more PCs would mean including smaller and smaller orthogonal noise contributions to visualize and cluster our data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IgsCXBASx2BGeTqe5cf9sNvNs/5n/nnnjCEEQvpxTWNCBY9UhZNfsu0GKGrCI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\nSUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RJMlXWQq8G7dte34cx6FSqaBSqcDzvKXPv9vt+sKKvV4P0Wh0rugDx3HI5/NL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\nTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot visualizations\n",
    "sc.pl.pca(adata)\n",
    "sc.pl.umap(adata)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "running Louvain clustering\n",
      "    using the \"louvain\" package of Traag (2017)\n",
      "    finished (0:00:00.30) --> found 2 clusters and added\n",
      "    'louvain', the cluster labels (adata.obs, categorical)\n"
     ]
    }
   ],
   "source": [
    "#Cluster the data\n",
    "sc.tl.louvain(adata, resolution=0.5, key_added='louvain')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+9dPp4b5u7Zukp22kPkNj7VZcNSqMNzfU5yg4aBSuGBna2pGJZugb6MH9M3te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3fH4KoxUFwtPqdr/gGovBGcfAnzsCEwaz/h8ixO6MPYoR8EyHDQKBkX7omTjYrBwa7c/u1x0pv1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CoW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\nAP8P+1c0/q5Mq6MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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YwNd0JcbWklpQzoOro4lJKcTGSsV9U/rz1OyQDrtfc2w8qZ84qZXhj1PphPm5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Rn7jM0u5favjmr7NpbvjePXpaNb5hg39T/w0306FcZu46DHDILLjLOMdcYtFzOKefrns8Rml9HZ\n3YH/3NqHST3NSDW3MXMGBzKnXobIUi5mFPPgmkgyi6uQSuCBUcKh0xIkEgmf3z2IZT+eITGvHG9n\nW96Y1afJG44OGue6DvjPT+uJu4Mt2y9l4edix2OTwpo1K7vueAqvbrmovb3hZCp/PD7GqNnGHI62\ncqMLFNBwPdOa5MWLRru6i2r6SdjyKCzYapWnH9DFHW9nW/LKdDPfQZ6O/Pe2/o3aCD86MZR9MTna\noBXgZs+isW3oxW6C//vjsrZLX62BtcdTmNDDx2BmuT4TbrqX8hvuJL6wgsE+zsjrTyXUcia1yCjL\nlFFUSUp+ua580Hmw8QMDInB0sGfNwmEk5ZWjUmsI83WmSqnieGI+Xk529Atsu2mURyeGkZhXxvaL\nWcikEgZ39WDFQd3met3xFB4YHczb26K1a53dHUxvuLsMAztXqNY70XsEg5d5FceV84fw5p9XtE17\nL8/opfuee4ZwbNRK1kdv4E7ZfqQS3WaiuvtNmAoTKw4kaoM9QGGFkm8PJ2qbNZtF92miPBO/S4zJ\nhk4CqZRbB3bmx1NpnE0TGyYnWxnPT++BWq1h6Q9RpNaq7GUUVfLY+jMce2kybg7Xt3fBa79d1Eqg\nqzWw6kgSU/v4McJCCfR+gW7seWY82SXVeDnbGk/9dGAVruuAL5NKeGRCKI9MaJmAxOd74wxux+WU\n8dfFTGYPtHy3+/6cCB5ed5qMokrs5FKeuqG7gXtTq5K4D6MTVMphIbTSHDvVetjbyPhm3hBe/+0S\nF68WMyjIg7dn92s02AOE+Diz75kJbL+UiUwqZXpff5ybYQxiTaJSjcseZ1KLGgz4IOr+3f0blokN\n83U2GrtysZcbbkQDh8CYp8WMvroGXAKE618t+qdOexsZExpo0msJKrWGn06lcTQhjzBfZxaM6qZt\nLHOwlfHlvYMpqlAgk0q4efkRg8cm51fgbGfD6gVD2XlJzG7fO7wrrtXZkJ8DARHC8wDAzgXuXCs8\n5wsSxJjnLV82OMYW6OHI/+43sTGqRalWc0ETwpPKpSyT/4qXpISt6hHMGPuayYCfU2pcutE3mGo2\nbp2F7kMtarUGexthuX0gNof8MgWTe/nh6WRLUl65NtjXUaFQEZVSyMSerWSQ1EacTzcWWDqfXmRx\nwAdx0u+YsmpdruuAby1MaTA3VZe5X6AbB5+fSHxOGf6u9o3qR1sVU53J7l2tEuzrGBjkwR+Pj2nW\nY90cbVouSZobIzrbg0aCTctKAv06u3EoTgjQ2KFgkDSOYW7WMdno4unIYxPDtJ7gcqmE12b2NvYD\nn/KGmKEvyRA16bZyp8s8LyYwgkbx2h8xBkYn2y9msfWJsQaNZHVd+aZsl6OzSrhneJCYGtBohFFS\n5CohLOQeBPds1HXjh0yAJ6JEl71ty50bR4d6E+TpyO8Fo/ldMRoQfgz3upvOgkzv66/9mddxY1/r\nuMSBOK2/8Mt5jiTk0dXTkddu6m20gfRztcPJVka53py5RILV7b6vBRGBbkYloAgrlDOVKjXfHUnm\nSEIeoT7OLBkX0iw1wg4E1+1YnjV5/pdz/Bypa0Cyk0vZ++wEOrtf21qzxWg0sHG+zpFNZgtzv7fM\nDc4SKgvFc6trhNhLU1X3WoJGI2adz20Qtx29RCAJNH/6a4y47FIeWH0K7+ILfGv7Ad6S2lTz4AUw\n65OGH2whCbllRGeWMrirR/s4tURvFSfsMlHjLnXqxqDCt6jf47p20TDGhhurJL68+YLB5gDA19mW\nYy9PERuEuN3wQz3p527jYf7vVv0y9LlaVMnyffHEZZcyMsSLRyaEGW+satFoNHy+N551x1OQSSXM\nGxnc7MygRqPhz/OZHEvMp7uvM3cM7cL8VSc5lazLHNnKpRx+YaKRcM3a4ym8vuWiNh/n7WzLpkdG\nWWxffTqlgI92xZJRWMnkXn48O7XH/7N33vFNle0b/56ke9MJtIVCoew9hLKHLEFERFwoghO3vi7c\nW1/3eB0ogqIoCAjIlr03ZbbQ0t3Slu49kpzfH0+b0Zy2SZoW8Of1+eRD8+Sck0Nycu7nue/rvq46\n/8+WIioln3c3RBN/uZjIcH9endK1/vp5VRlsfA5O/SHMsYb/h3MhM7nvpyOkF5SjVknMGRLGS3Zw\n6Xz2j5MmXT1hfm5seWrEVevCeLW35f0b8IGySi3/3RzD39Wkvaevj7AqFWU1CtOFaEfLnhapc1mM\n5EOCINV+hPCKtwfyk+GHsVBczbZ3bQFzNkNAp/r3sxdi/4ZfbzEdC+4P929r1GE1Wh0VXw/HPee0\n6Qt3rxWf3z8JZ1eLCaER8mV3+lQsQMa0LLPwnv6KpY09Fy4z68fDZuMbHh9G19ZesPMDc4a8kwfM\nT2v8+V9lePOvc/y4L0H/vHeoj75eb4xPbu3FzX1Ny4JxWUWM/WS3ydjAdr4sf3Bwg++bWVjOyA93\nmpjH3NIvhI9m9LL2v6BHUXkVQ97fru8wAuGgt/T+egyPNr8EB2q1Vd69Fk3bYZxNL6SltwtBdliF\nF1do6P3GFjS1uhnqukbrg1Ynsz0mi5TcUkZ0Cmgyl9WrPeD/m9JH1Ctfm9KN16bYyRi6LsiyMCs5\nulCkPVuEidVqQIRVhzkUn8OuC5dp6+fG1N7BBnJhm+vEw5448LUh2INY7e/9DKZ9Y9/3qQsZpy0b\nsxIOahUOuWcVjn3q6gj4F7fDqeWi/j3gvsZNsI78YDbkI5Uwwek0Gyt76seCfVzr9A9vH+iBSjK1\ngHZSqwzZi+C+5jspjV3jKCqv4peDpi2qUSn5eLo4mJACAUXxLSUdi8MJuVRpdQ0S1baczTBzilt7\nMp0Pb+lps5DVnthsk2Bfc465JZV1y/2e36A45tB+BL3sqBhor8WoTicze9FhfUlHtR4+ubU3N/UJ\nbmDPfx6uzrzIPxVxW4VZSo15Sl4ibHzWqkP8uDeBmQsO8vXOizy/8jS3LTiIRtuE2gO1dd8B0o5C\najNlcNoorHza2MdutTRIYSIeMtAux24UzqyCJdNEGePwAvh+jOhltzM+6XaRR0aF06eND7f2D+H3\nBwbh7KCcHg72cTVr9Xt0dAdDUOgwFvrPFeZAIGr4E/9r+8lVlpAdf4Kf95xn2ZFkisqvDq/zCo2O\nSoXf2819gk3k/Md1DWJgO/M+cqWVZZifm0WsdC8FJr+Xi0OjVCv9FIK6m5Mat/rKBF7mgfIS/iQq\ntCY3Bp4ujkytJRrV1s9NseRUH3bFXjbhb+hk+GBTTD17/HPx7wq/OZF2zHwsVWGsDuh0sllHQVRK\nPjvPX2Zs1ybq5e00CaL/Mh3LvgA/jBFObTd+2TTvW4O2g2H4c0I/XVsBAZ1h8qeNPuySg0n8nHwL\nCxySaKfKRCM54jDsKftnSGzBwVrZk8oi4fZ3/Ru2Ha//HEjcYzrm3xnXiW/yrJflamrzJ3VhYveW\nnEkvpE+oj6n+giTB5E9g2NMiI9Sqt4Glby1OLUe77hn8KwuZJHvxTNXDfLFtEKsfGaLo9AaATmv7\n+1kBfw9nhnX0NwkggZ7OvDipC3cNasveuGzaB3gwvI5MSWS4H1N6tdYrgjo7qCzOLI7v1pKOgR7E\nGgkgPTKq7tZGSzCwnS9DOvixL86QeXh4RHj9Lcmj5sOSm4W9MpCiCuaGXW0o3LWTST1a8vltfezW\nVvfezT3oGOTBvjjRSfLQiHCr6vfxl4s5kmCuTplRWG5RVuWfhn9r+M2JC5th6a2mY+2Gwz1/KW9f\nCxUaLV1e2WSmQvbf6T319sFNgp0fCKW0sjzM2v8e3C1asGyBLEPUUojdIsobg+aBZx0Tl7I8KMkB\n/8bd4EB8jgPe3lqdypTpKKVxWfbm50cnmAolybLdXdgswnfDhRqfMQbNgwnv2XY8rUaUki5sFP3w\nQ56APnc2/jybAqW58EkX0Bja6LJlLyIrvuShMV15+vpa5a+YDbB5vsiWtRsOU/9nX8toBRSUVvHf\nzTHVpD1P/jM+wmqjoKiUfFJyS+ne2ptdF7IortBwQ8/WDQoBFZZXsfxICql5ZYztElRnCcYaVGp0\nrDuVTlxWMUM6+DOkgwXHLEiD6L/49VQBb8V3pNyoGfKD6T0a35VjBbIKy4nPLqFHsDfu1S2/FRot\njy49YWKEZYwREQH8NMf+2bx/a/j/ZMTvEhKprr4wYK6Q/awPHceJnt1jPwEyeFuX9nR2UHN91yA2\nnzVcxK6Oaqt6eIsrNBSXa6xjjo98Xpz3x6Y327O6try+NJlTeen0bdOCt27qZt2Nb9ubsPcTowP+\nCfMOChvg2nBtIR52QEFZlVHdUiJWFt9bSm6ZCPhV5VSt+w8OZ/9AcnKHIU+aWu02NfreDeufMTxX\nOUKv220/3ronhBIjQNElUdPvfceVmcw0hEsnTYI9gL9USJiUwaX8WoJNhZcEGbFG6S5hF6y6H+Zs\natJT9HZz5J1p5oI9JRUa3t0Qzd/nMmnl48rE7i25mFWMu7MDdw1qayJx3DvUh5AWrtz45V7SqwVr\nvtgWx+I5A4gMrzvgerk4NlpFsTacHFRm5MIG4R0Mgx5i4d6dlGOayj+ZWsDMAXY8wXrw9c44Ptly\nAY1OxtPZgc9v783ozkEsP5JiFuzdndWUVWoZ2SmQ929uhODSNYx/A74NqNLqSNu1iLDdTxsGTyyB\nh/bVvUIFcYOd8jkMe0aw9Fv1BrV1X8F/p/fC0+UcO88L0t5z4zvVneashY+3nGfB7ngqNDr6tW3B\n13f2tZxN6xkkfNMzhSJhpaxmTtVzZF5WAToOxOcw96ej7HhmpEWCPOi0oj5tjPwkQQjqcYvyPnZC\noKcLPYK9OZ1mEAtxcVQRGe5HdnEFB757nClFy8QLmnL4+xXwj4BOE5r0vPQYcJ9orTy5TJD2Ih+F\nVj0b3k8JpbkQ9ZvpWPpxSNoPYUMaf652xv/OOnG/rMZJMpDTCmU3kuVA/lO7bBW/wxDsa5B8QGj0\nK0j2NjVeXXNW7y+QVVTBSSPm/opjqfz12FCTFfxvh5L1wR6gstp9sL6Ar4Ts4gre/Osc++JEr/qL\nkzrTp5lUPnuF+pjJivduJjnx5JxSPtx8Xi9yVVSh4cVVp9n3fABRKeZCQKEt3Nj4xLAr7tR5JfH/\nq4BhB5xJK2DYBzso21mrjlxyGU4utewgPm2E2pqVwR7E6uKjGb04+vJYVj4cyXUWtg/uvnCZL7fH\nUVFtOHQsKY83/zrXwF61MH0hlQFiZryHvmTKpjeVpJxSM3nhOiHLoDUnYr21Joqnl0fppXibCl/d\n0UdPqmrn7863d/WjhbsTr605S0TBPvMdLjTtqtEMfe8W0sjD/yM4FNvfhgIbXAa1VQaTHmNoGjAN\nugLIL63k80OFvKe5g0pZ1JDLZUfeV93PM5N6M65brVZTH4W0sZs/OF4Za+p1p+p26iyu0PB7LQfA\n7GJzpT9bTH2e+P0Ea0+mk1NSyeHEXO7+8TCFzURyfG5CJxNDpxt6tmJa3+Zhv59JLzDz+MgsrCCr\nqILeCkZUWp3MzvPmxkb/n/DvCt9KvLz6DBmF5bg5KfwwK+3LUrUnDsabtwMdjM+BqnJhZOLWsDNV\neYuOjC58g+LyHAoxFyVSqyT8PS1U91M7iLTysUX6oWzZi+XFvSg6nkZWYQW/3Nd0BLq2fu4sf3Aw\nGq3ORBd/d+xlpsv+dKJWcL10Cg4tgL6zGq30ZzFiNsCyOw1dHUcWwkN7Gi4dGcMzCDqOh9jNhrEW\nYaLefbWgshR2vINbzGa+VbnzqeYWhlR8SYQqhTO6dnw1d7QyMztsKHS6Ac7XeEZIgthow0TaHvBz\ndzJZsddGRS13zwndW/HTAdMWv4k9rDP/yi+tNCHcARSVa9hzIbtBoyV7oJW3KxufGMa5S4V4OjvS\nxq/5Jlu9Qn1QqyS0RqSm1tUaADP7h7I39rJJ+TM2q5h7Fx/huQmdmDey8VygaxH/rvCtRE0aeIW2\n1g1T7QQ9ZlyBM7IMSrr+ES758GEH+G87+GmKKDPUgx0xWaQXlFOIO0qXzpwhYWbKYvVi0ocw5lVy\n/fqxUjuMWytfpQhxw9gbl93kq3zAzASnvb87n2mmUyTXCurpx0QL5S9NW24wwb7PDcEehCTu8Z+t\nP3pMQk8AACAASURBVM4tCyHycWjdF/rcJUiizSXlawnWPw0HvsIpL5bR6ih+dXoHLSr26Xrg6OHL\ngPpsUm/7Fe5aKbgwjxyGPneh08l8t+siEz7bza3fHmC7gkVzfTifUcSt3x0g4uWNzPh2P9GXlG18\na+PJ2oRCIzioJKbXqpMPDvfjw1t60j7AnQBPZx4c3p7HRnegvEprscWsi6Mad4UWOqUe+n1x2Xy9\nM479cdlmrzUGWp1MQnYJf55I41iSOSO+qRDs48prU7ri4ih+w/4eTnx0ay/UKgknBxXfzerPm1PN\nOyC+3XnRZJLw/wn/rvAtgU4rUqBO7vQM8eZEcj5faW+iAkemqA/QJiQU7+ufbz71ORswqUcrVp9I\nY0d1SquFi8T8ondAVZ2CT9gNG5+HGYvqPIZaoTbvoJJ4dFQHBrbzJdISdq/JAR1h2DNcCJ7NMwsO\nmrzk4qjS/5CbFFkxsOsDyEuADtfzwrg5zFlSzKiKT5iq3st8x99QYxR0k/ZCymHhANfUqFAoj9Th\nIV8vnD2FlasdcC69kC3nhFnO1N6tle1wrYFWA6dXmAx5SWVMdjpOdOtpvDq5W/0tYpIkNAA6jNUP\nLdgTz/sbDX3Wx37OY9XDkRaJwmh1MnN/OkJqngi4RxLzmLv4CLufG1WnQ2INbu0fSsdAD7ZGZ9LK\n2xWtTmbdqXTcnR24f1h7RbfDGf1DmdHf0FXw++Fk3t0QTWG5ho6BHnx1R996TbhcHNU8PDKcj7Zc\n0I9FhvsxqL3pJOm1NWdMsglzhlhuX9sQ5v50lF3Vls6fboX5kzrzwPDGGZpZirsHhzG1dzApuaVE\nBHmatewpXTullVq0OlnxfvZPx78BvyGc+BW2vg4lWRA2jA+u/5h7V1aQll/GQvlGGPQE8yd1ab7z\n0VYJYZasc2wikgOlwXQM8uSWfiH13hgd1SoW3TuQqJR8sosqiExdiNv+BNON4nfW+9YjOwXSzt+d\nBCOSzu0D29S9stFqhNhQeQFEjKuTZX9dO1+ua+fLIaN+2Zn9Q/lpfxIujiqm9g6uW/WrMSjLh0UT\nxcoZIP0Eg3uns/f5T9h14TIh6l6o//zVfD9bgq4RjiXlseH0JXzdnZg5ILRu3fJeM+HvVw3PJRX0\nvHJZpL9OpvPE7yf0baGL9yWy+pEhjdNyV6mFmU65qTTtm7cOhu6RNh3yz+Omcr5ancyaqHSLAv65\n9EJ9sK9BekE5p9MKLCLC9WnTwmS7eyLDLDtpICmnhPl/ntZ/vrFZxTy9PIr1jw+rd79HR3ekb5sW\n7K3uVZ/cs7UJMS0tv4wltdQBfzqQyIMj2jdaAvdwQq4+2Nfgy21x3BMZVqeIk73h7eqId7CyadL1\nXYLwdHagqMKgJjixR6urVou/qdFgwJckyQsIkGX5Yq3xnrIsn2qyM7sacPkCrHkEfe954h4i1C+y\n69kVnLtUSEsvl+Z3bvr9DojdwntVt/OdVgOIH/Lak+kse2BQgwzU3jU3PY1CDUvJdc8ITg4qlj84\nmIV7E4i/XMywjv7ccV1b5Y0rimHxDXApSjx38Ya710DrPmabSpLET3MGsiYqjdjMYlp6u/Dxlgt6\nGdGvd15kzSNDaG1vM6PzGw3Bvganl+M3+dPqNqUQiBoush818AqGdvXfgOvD2uqgWUM2+vVgEusf\nH0YLpQlN5OOABKeWGfrng203DWosPt16wUQD4nxmEX+dSkctSWw8c4kAT2fmDm1v0n7WICRJ/L+2\nGYkK+XeCzjfYfJ4eLua3NaUxJQR4OptJCKsk7KIN3xAOJeSaaWycTS+ksLwKLxdDCSarqJzfDqWQ\nU1LBpB6tGNTej8gO/nVm2DILy82Oq9XJZBVWNPr/lVlozlkoqtBQWqG1W8A31sEf2SmA9lbo4Ldw\nd+KX+67j478vkJxTwshOgTw7/urNxDY16v0VSJJ0K/AZkCVJkiMwW5blI9UvLwb+eWLZxri4HTOh\nmYvbcZAwFWhpLqQeg9gtFMsuLNKON3npcEIuRxLzFOU8FdH1JtGbnbBLPHf2gusbTvsGeDrzwsTO\nDR//xC+GYA9ilb/9bVFvVYCLo1ov1nH/z0dNNMMvF1Xw84Eky97XGjgq3OzUzgZ5WBCug9vegMR9\nENQVRr8KDpa1QSrh6x1xJszi9IJyVh5PVe6tliTR/9+cGgD1IFuBQb7+1CWTFd76U5f4++kRFgeS\nDacvsSZxOD6hS7nX4wCdQwKg7z2N+owfHN6eh345pg9yvu5O3GahMFVLbxciw/3Za1Tnnt43xP6T\nTQVEBJmn7oN9XPEwKpvkllRy45f7yKgOtD8fSFI06TFGj2BvWnm7cMmIUBjs4ypMjxqJ4R0D8HB2\noNhoBX1dO1/lCawN0Opk7v7xkJ6Y+PZ6+HRmbzPJ3frQK9SHn5tAZOdaREN5jflAP1mWewP3Aksk\nSZpW/do/vwDiq3ATbhFmX4c7a1AqbkLlOFGJ+Q+qoMyKVhwHJ7Hivmcd3PIjPHnavrKyufHmYxbq\nwWcpBBZb2pUaRMRE8K1Va7zuQVOWd36S0B+Y9i3c+nOjlf4KFb4jpbGrEZNqMcgdVBIxGabljcJy\nDWuiLHPIW3oomXm/Hmfz2UyWxcL0s0NJ7nw/uDZuMj2uW0tWPBzJ7MgwHh/dgXWPDbU4YMdkFLLv\noimpLa+0eb6f3qE+3HGdodXQ2UHF6zd2M9G1WHU8VR/sa/DtLuXfVUZBOSuOpXIiOZ+F9wxgQFgL\nnBxUDAzzZeHs/napYXu7OfLj7AH0CvXBw9mB8d2C+PJ28yyeMbZFZzLhs930eH0zTy2Lqve+tetC\nlkkXgk6G/2463+jz/v+KhvJcalmWLwHIsnxYkqRRwDpJkkIxW/r+A9FhrGlLk9oJxr9b/z5NibBh\n4OaPf2k2Q1Wn2aszqEX5ezgx1FrSnCQ1Kj1dLzqMgcPfmY9ZgEndW5qIlgBM7G4nu19jOLrA3L+F\nAFA1ac+kRr7jPdj1vuF55OONJr9N7RPMNzsNN2gHlcTkXpbr2dcFWZZZejiZjacz8Pdw4oHh4XZZ\nwRnj1SldUakkNp3JINDTmaevj+ANBS0HSwnQPx9INHleUqllxfFUc/lcG9C3TQv62iA+s/vCZbPe\n7l0X6u9esSfendaDuwe3JTG7hIHt/My4K8Yraf1YufnY5rMZPLb0hN7oZ0K3lix/cHCTiM4MbOfL\nmkcsE3FKzinloV+OUaUVH/KfJ9Ko0ur46g7lZHFannm3QnpB2f9b0h2AJEkTgM8BNfCDLMvvN7CL\nHg0F/CJJksJr6veyLF+SJGkksBpoYi9Z4VP/7oZoNpwW9cEnxnS0uk+1UVCp4I5lIu2dnyIClhVm\nIxYjaT9sehEux4igPvlTZT1wJzeY9Sf8/QpfXvqND9Tu7Nd0JqKVD8+O79w48pS9ETEeRr0sWsuq\nSqDzZBjzmkW73jesPUXlGpYdTcHVUc39w9rZbg506SRc3AF+4cIIqLbBirsfjHrRfL+SbNjzsenY\nga/guoeErKi1KM6CglSeHt0NR5XEutOX8HN34pFRHRRTudbi650X+XCzYeWzNTqLzQ/1JDj2V8Nk\npttNjXoPNycH3p3Wg3eNZGXjLhebrLg8XRy4ub1OaNu3CKv3eDoFHw/dFW6XauNrrmXf1q9+fXt7\no3NLLzq3VJ6sTe7Zmv/tiNMHTEBR6OatdedMXP02nc1g/8Ucy3TymxBbozNNzh3E5KQujIgIxEF1\nDo3RdTEyIuD/c7BXA/8DrgdSgSOSJK2VZdkiFbV6zXMkSeoFlMiyHFdr3BG4VZZlBQqz/cxzXll9\nxoRdqlZJrHtsKF1aNb9sZpOhvAA+7Q4VRqnR4H5w//Yrd072hLZKPJT08ZsaRxaKHu8ahI8RHAJL\nVjnpUbBghPn4nM3W2/PueA/2fAQ6DXi0hNuWQoh9yXdD3t9OWr7pauh5r608XPmjYWDkizDyBbu+\nL8DyIymsP32JVu7wctmHeCRuES+EjxZlEGflCc1P+xN5be1Z/XMXRxUbnxjeoIFMU0Kj1XHv4iN6\nNzwntYpvZ/VldOcmcqO0Afvisvlqexy5JZXc0LMV80aGm7QMVmp0RLy80Wy/t27qzqxBdZBsmwh5\nJZV4ujjoz2/dqXQeXXrCZJtgH1f2vTC6zmNsPH2J9zbGkJpXyqhOgbw3vYd1eh/NCGPznLAX1t8B\nvAu0AZKB+Ynv32ChHGudxx8MvC7L8vjq5y8CyLJskbNWvSt8WZZPSpJ0kyRJNwGnZVneXD1eBSgG\ne3ti45lLJs+1OpnNZzP+WQE/YbdpsAdho1uUAZ5NkMZubqgdr4zIi1YjSILGuLhNfN7tFQJ5bQR1\nF4z8QqN6tHuAYpdBvbh00rQsUJwBax+FeQesO04DUKKVqEszTX/hB/5HVp/H2XQuCxdHNZN6tMLD\nufGdubcOCBVujXs+gW1bDC9c3A57P4Mxryjud09kGJ4uDqw9mY63qyP3DW1/RYM9CCGmn+cMZG9c\nNun5ZYyICLTOaKoZ0JCjnZODikHtfTkYb+hAUUlYX/JrBOIvF/PE71GcTivAz92J+ZO6ML1fCOO6\ntqRXiDcnU4WAmSTBM+PqL+FM7NGKiT1aIcvyNaODXx3svwdqVjptge/DXlhPI4N+MJBi9DwVsJh8\n1RBL/2tE6n4/8JYkSQNlWbaPgocF8PdwJru40mzsqkZ5obAiPbcGPAJh1Euin7oueCqUCJw8BGv+\nX9gOTZl5yx1AYd165yZQOwgVt7WPQ8YpCOwGUz6znj2eqpDpyjoHVWV2lei9Z3AYb6+P1j/3dtIx\nVTL1BDhTEcDtn+zR9yR/vjWWPx+JtN9qKeWwwtihene5uW+I9U5tTQxJkpSlfK8hfHhLL55aFsXR\npDz8PZx4YWIXxclUen4ZuSWVdG3lRWxWMWui0nB3dmBGv5BGtRw/vfykXpU0p6SS51aeYmA7X0J9\n3Vj24GDWn7pEen4Zo7sE0q21cg99bVwrwb4a72II9jVwqx5v1Cq/MWhoej8c6CXLslaSJDdgD9Bs\nAf/JsR15ZOkJvQxieIA7N/VpHmMGm7H5RTj1u/g7Pwn+fBACO9ftGR/ST9S3Y9YZxoY/e2VS4FZA\np5Mtc8VrbhRfhvVPwYUtIqBWGaW5HVwsJg4CYjX/0B7QVIquBlsQrEBGCuiiD/aF5VUUl2sa3fZ1\n37D2BHq5sOHUJfw9nZjb34+gXwAjQvdXrvMoyjMQvNLyy1hyIIlnxtmpL7lVT7hQK5Vc13WvgIPx\nOSTnljK0g3+ztMH9kxHq68aKhyMpLK/C3cnBrOYtyzIvrT7Db4eTkWUI8nImp7hSXyv/cW8Cf1nR\n3WCM4goNUbVIt1qdzP6L2cz0bYOLo5rp/a6uSV4TQMHZqd5xS5EGGBO8QqrHLEJDAb9SloXVlizL\npVIzT7EmdG/F+sfd2XwmE39PJ6b2DrZLCrJJEbO+1oAM5zfVf+O79We4sBkuRwvSXnPIttqIzMJy\nnl95it0XLhPSwo35k7owoSkY9LZi7aMGZzstgCT85P07Coa9R6D1x7Q12IOYNAx7RqS2Za0oC9z4\nBQDvbYhm0b5EKrXCrvibu/o2arV9Y6/W3GjM+J+9Hna+Jwh0Ha8nPToC8kzlemvX/RuFwY+INH5q\ntVRHy54w9KkGd5NlmYd+OaY3OnFQSXx5ex+7EnQLSquYv/o0W85mEOjpwrPjO139iwc7wFiwxxjb\norNYesjg3pdZaNr2mlNSya+Hknh2vPXaF26OarO+f4BwKwRz/gFIRqTxlcYbgyNAR0mS2iEC/W3A\nHZbu3FD07CxJUo2angSEVz+XAFmWZRtNui1HfYxVm1CaK+wzlURX7AGvECjLqzXWALNfpYbOk8Tj\nKsd//jipJzQl55by2G/H2fGfkYS0uAoyEtoqMXEygQwT34cBc6/IKQEw5lUYcD8UpECr3uDgxNZz\nmXy326BVcCwpj7fXRfNFAz3MVqFld1GWqMZYKZZTaaYBf5yt3Q9KcPGG+7ZC2nFh+hPczyKC5L64\nHBNXM41O5u310XYN+K+tPcP6U4ITlJZfxtPLo+jcytPk3rL8aApLDyXjoJKYPSSMyT2boCPHBuSV\nVOLu7GBXOdiTqfkNbpNvo/6ASiXx2pSuPPbbCT0jf1qfYPrXZ4L0z8N8TGv4AKXV4zZDlmWNJEmP\nApsRbXk/yrJ8toHd9Ggo4DejSHwToygTVs6FxD3g5AnDn7Fo9WE1Rr8My+4CXfWPpWVP6D698cc9\nt0awvYszoMsUGP8eODfvjLlCo9UH+xpUaWV2X8g2EQxpLuyIyWLB7nhKKjXc3CeY2ZFhaN2DUJfU\navPxugpWcl6txKMahxPN+QWHEkxtTnU6mYPxOZRrtAxq79doo5qHR4aTW1LJH0dTcHFUc9+w9kzo\n3gRtrkpljHqQmGNuK52WX0aFxn7yrFujTXvpdbJY5dYE/DVRaTy3wqAUfjQpD3dnB0Z1siEjZCek\n5ZfxxG8nOJqUh5eLA8+M62SVNn99aEgpVJJgSiP0ISZ0b8Xe51tw4GIObf3cLPIh+Cch8f0bloa9\nsB7szNIHkGV5A7DBln0bYuknKY1LkjQUuB14xJY3vSLY+KwI9gCVRcIQJ/Q6aGuDQYemEk4uFWz6\n4H7Q+04DE73TBHjkkNBp9wgSwbmx2YTMc/DHvSIlDNUWqZI+NdxccFKrCPJyNkv/Bbewos4ny8J5\nsJGEtRPJecz96Yhe5OVUagHJuaWUFk3jXelbVJJ4oSo0EseO1zfqvZoCSr33nYxWm4XlVdz5/SE9\n8Qmgc0tPPrm1t82COo5qodz2+o1NLqFhFYZ28DfTrx/U3teu5iutvF2IzSo2GQs2qk+vOJZqts+q\n42lXNODPX3Wao0kiW1hYruG1tWfp17YF3eswirEGY7sEMrN/KMuPpSDLENLCheu7tmTn+cu4Oal5\nYHh7BrX3029fodHipFZZRZwL8nJpVNnkZEo++y5m0yHAgzFdgq653vvq4H7FCHpKsHjJIElSH0St\nYAaQAKxqqpNqEig5wcXvtC3gr5wL0WvF38d/FsIut/5keN0vHCIfteUslRGz3hDsaxC9ttkDviRJ\nvDCxM88sP6m/OY+ICGCYpe0+59bC5vkitR06CKZ9oyxfbAFWn0gzU3RbfjSF4sphHJfCGKmKIkUO\npGfY7TxcW2ynsdBWgaS2WmK5SqujrLIKr5Rd3KRJZn/7IFbF13h5O/OikVfAkgNJJsEeICajiAeW\nHGX3s6OuTsKkjQjzd+fjW3vx7oYYLhdVMDDMl49mWE72swTPTejMw78c05PSeof6MLGHgXuiJEei\n5DPfnNin4Fu//2K2XQK+JEl8cEtPHh3dgZySSnoEe6NWSbw2xXS77OIK/vPHSXZduIyfuzPPje8k\nWjCbGD/siTfpOhnbJYgf7unf5O/7T0dDbXkRiJX87UA2sAwh1jOqGc6t8ZBlQw3RP8JAJqqBvw0S\nnjkXDcG+BudWC+34WsHLbvKPngp1Vo9GEOVy4wWR0LOl6BCwgpQ2rU8IPUN82H3hMm393BgREWhZ\n8ClMhxVzDKWOlIOw8n64f5tN/wVXhfR2TTfHBTmUC1pxU/Iv0pptZzMqS+CvJ+HsKmHpOvQpi8tC\nPx9I5PMt0XyheYsh6rM4AJ9Iat4LCKHC0QvXyAdxNNKXiM0sUjxOal4ZF7KKFHkt++KyWXEsFRdH\nNXcPbttovYoFuy+y9FAyKpXE7Mgw7h4c1qjj1YdpfUKY2iuYsiot7k1AzL2+axDbnhnB1ugsgryc\nGde1pb4m/tvhZBOzHBAiQE35/7UE4QEenK91Hdib+Bbq60aob938m5f/PMPO88IcKbu4gudWnuL3\nI8k8fX0nhnasnujnp0DyAQjoLDo1GonyKi2fb401GdsancmxpDz6tTWUBrQ6meVHUzgYn0NEkCd3\nD26LZx0kxX8h0NAvKwbRije5Rm1PkqQmKHzbGdlxsPYxSN4PgV1h0ocw7m34dYZB5Kb9KOg61fpj\nVyjfiKkwpAvjLxfzwsrTHE7MJTzAnTdu7G74cdiC7tPh4DeifxvE6nL4fyDqNyEM02kiBFmYpj2/\nEZbNMgTe1n3h3o1WlR3CAzysv/Ek7Da8Zw3SjgpPehvMUu4Y2Ialh5IorNYRV0kwqnMgG06b1u/H\ndauDlJYVLXrkW/cR5DZLsP1tOL1c/F1eIMpCgV2FjHA9OJ1awKtrzjJedYQhTkb8GlmLc1ESzgDr\nHgU3b+h6IwCR4f6sjjLXDHBSqwhSYPJvPpvBQ78c069U/zyRyppHhtKppW2yvcuOJPPuhhj981fX\nnMXP3ZkbejadtLVKJVkc7DeevsTK46m4OjkwZ0iYRTXitn7uzB3azmRMo9Xx300xZtu+O62H3b0I\n6kXGGVj3lFiUtO4NN3zCK5O7mjhHXt81qNlLDDvOm/sIHE/OZ/aiw6x5dAjdsjYIC/GaDOSA++GG\njxr1niUVGhP/+hpk1GL9v7z6NL8dNmjQbDmbwepHhlxr/frNioZ+XTcjaP87JEnaBPzOteCSt3yW\nIThmnYPfboenzwlHuIvbRW09zDKzBzO06iVu8llG0sVB3U1mtvN+PU5MhpgYXLxcwgNLjnLgxTF4\nu9o4+3RyF+znMysF+bDDWFj3pMF+dsc7MP0Hy8iB294yDbzpx0WGotdttp2bpWjRznzMPUCIDNmA\nNn5urHtsGL8eTqKoTMPE7i0Z2N6XQNdTrDyaiJeugIcc1zPs3EYI/9xUQ3/3R7DdSE5i+HMw+qWG\n3zR2i+JYWuBwvt15kcScEkZEBDA7MsxE6nRPnFghhUoNmLCcWqYP+NP7hXAqLZ+lh5JNShfzRoUr\nWo8u3pdokpYur9Lx2+Fkm+v1605dUhhLb9KAbyn+PJHKU8tO6p9vPpPBmkeHWJ/R0GkpqdAquuE1\na8zQaeH32yG/umMr/QT8dhtDnzzDvhdGsyf2MsE+rleE5d7G182M+wCik2LtsUS6nZtvWm488j30\nv9fyBYgC/Dyc6dvGh+PJhk4CNyc1QzoYOAUFpVUsP2rKuziZWsChhFwT7sG/MEW9RUhZllfLsnwb\n0BnYATwJBEqS9I0kSeOa4wStRl6SaTAGsapP3CdWkt1vtj3Yg7gT3LkCet0O/p2g1x1w5x/6l9Pz\ny/TBvgallVoOxufUPpJ1cHKHvnfDiGchJ87Ua17WmcvI1oUCc3ISBSnmY/ZGm+ug282G55IKrn/L\n1IrW2kP6uRHk6cK6U+nM+vEwcxYfYZ7DGk47zWafyxPMUm+BE0vEowYl2bDrA9MD7fkYCs0DnBkU\nzGDKPNsz45v9LDmYxJ7YbN5eH22iDw/QvlrhbKeuF1q5nkhipK6oVkm8fVMPol4bx4+zB/D6lK6s\neWQIT45VLkNVGRml1DdmKVq4mU8qaju3NYSCsio+/fsCDy45ysK9CVRq6j6fH/cmMOnzPUz/Zj+b\nztT/Xfxy0LSVuVKrY9kRK67hqjJYPQ/eaYn3Fx15x990IufkoGJoB8uV9qq0OurzJGkQmWcNwb4G\nxZmQdgxfd6E/cqVa2uZP6oKTWjlM+FGorGaZHWs+ZiW+uqMvozsH4uSgomsrLxbeMwAfo2uyUqvT\nl/CM8cRvJ/j07wuKr/0LC0l7siyXINiGSyVJaoEg7j0PKCx5rjDc/ESffVWp6biS+5yt8A4W/ugK\naOHmhIezg5mNZYg1TPaGUKRwQywSqeyCsioW7k0g5lIhA8J8uTuyrSnbudMEsZLUQ4KICabHyksS\nDn6BXUR60V6YsUj0w+fEQbvhNhP2anAiOY831xkmd/vicng13RuzbyZxL/SbLf4uSAGtqVwzshY5\nL5EK10BcHOshao2aL+Rja8pCgV3Z7j6B9ALTlPAfx1J5ZXJX/bHGdgliREQAuy7As1UP8rzjMgKl\nfJF6lKuDoIMrDHrI7C29XBwZ3bnhNO7tA9voGd0gJgwz+tt+zT8wvD1bozMprRSrN08XB+YMVcjS\n1AFZlrnrB0OXweazmZxMyVfUGfj5QKLJ93g8OY/f7x/EdXWs1JSmTNasyOUd7yFFVesTaCu5k8Vk\nBofxZXoE7fzceWVyVwI8G5ZQLiit4vmVp9hyLoMWbk48ObYjs2yp+3u2BJWDMFfSQ7LNldHOGNU5\nkF3PjeTLbXEsPWyYlHi7OjJpaD9I6gTZRv70aifbiNC10NrHlR9nD6jz9QBPZ0Z3DmR7jGnWLLOo\ngs+3xaKSJJ4Y27HR53G1QZKkH4HJQJYsyxbWIg1oiLRX17RyRfWjeZAeBVtfg8vnhRLd+HfBo44Z\nuLOHcAT7+1XDWK87GpVishgnl+G6/0uedu7JmxU36Idv7hNssV60Reg0UdSPjVNpnScjyzKzFh7i\nVLUxxZZzmUSl5vM/Y6/pif8VN5bovwTxb/TL0NJgd8rxn+GvJwyBaOADggNhL4QNFQ87oLYmAMDe\nsrZQ+15t7FdQWUK1bpR+6E/VeN7/pYTMok0M6eDHxzN6KxumBPeDx6Pg/AZw8YKIiXBOOXNjHIAc\n1CoW3zuAg/G5ZBT2wqHDG0huakGePPGL2Lj3XRBguw/89H4hOKgllh9NwdVR1LV7h1rPjahB92Bv\nNj85nD9PpKFWSUzrE2yVzOrRpDyzLoN1p9IVg+mq46bKoLIMq6PS6gz4swa3NZncODmomGkFczz/\n5DpqV/ynup/lqXeftKr+++a6c2yqtnbNKanklTVnickoIrekkj5tfLh7cFj9E8gaeARC5GOw91PD\n2MAHwMegbVFcoeGHPfGcSi2gd6gPc4e2w93ZgZiMQl5ZfYaTKQX0DPHmrZu6291crJW3K+/e3IMb\ne7dmTVQaXi6O3HldWyG2dcuPsOp+kVX1aAkTP7BNzdIGfHF7H77YFsuq46lmnitrT6b9IwM+sBj4\nCvjZlp0bWuFnI9x4aqaexr8GGWjcEs0SVBTDkmmG1NHp5WKFO3td3fsMeQLajRCr1KCu4u+m0Ifx\ntgAAIABJREFURvwu+PMBAOZwmkin3RyMeJaIQTcQaW+XKv+Oog1w+9uC/d5pEkz6L8eT8/TBvgYb\nTl8iq6jcINnq6iN+pApIvZxL8OaXkWSj1OvhBdB/rvADuMqgZAbSTn3ZfEOV0WW+7U2Mg328riXP\nlN+NDqEtsC8uh+dWnuLnOXXIG7v7Qd9Z+qdjugQS7ONqIlE7s3+oWQ+5JEkMDq8VwAI6CblfO2Fq\n72Cm9rZsVVhepdWvjkZ3Vs5shPq68fgY226aGq15SlUng04h9e3pYn4bqk9Ce2rvYFwd1aw8noq7\nkwOzh4RZpcaZoPWnBRdNxqKKvQm3snC/U4HQ9mu1XO3GMxkcTsjlh3vqXqWaYOzrItOWekQQSWtN\niucuPsKhBHEP3B6TxZHEXBbNHsDcxUf1197RpDzmLj7C7udGmXBILEFOcQXbYrLwcXVkVOdAHBX2\nH9Tez7w+3rK7cH4syQYXn0aV6KyFh7MD8yd1wdPZgY//vmDymo9CSarZ8bq3mT0urxc0qi9fluXd\nkiSF2bp/Q9/OF8AoYB/wG7BXblSxygbE7zSvEyXuESYpda3yQaSi7ZmObghnVpo87axKoXPJj9Dh\nnqZ5vy5TxMMIGq35alOWDe1qpByBQ99AZSn0uVO/f1p+GQ//cozs1IvsdykwOwY5cVdlwJ/QvSVD\nO/jrW6pcHdXM9/4banOMjB3ucuJMXtqj64muVpJ4T+xli1sqXRzVrHh4MAt2x5OYXcLwiIAr3s7V\nEC4VlHHLNwf0gSLYx5UVDw+mlbcVZSedDuL+FlmK9qPMro+B7XwJD3Dn4mWDit7ozoEEKTiw3T+s\nPfsv5uivU08XB+5qwLd9XLeWjOtmW2vq/paz6JZwDGdJrGMSdEHEBluvhhnq60ZOSWWdr2+NziIl\nt7TetjcTtBkkHrVwPqNIH+xrsCc2m81nM8y8ENILyjmTXmhVdudEch6zFh7WlyG7tfZi+YODrWuP\ndLdtUZOYXcLvR1Ko0uqY3jfEps6ImQNDWXIwiawiMWlXqyTmjQy36XzsBhHszexxed2bxgb9xqAh\npb0nqw1zRgKzgC8lSdoCfCPLckIznJ+oydeGg+vV5ybnplD9UBprQgwI86VjoIcJq3ZUpwBxI790\nEhZPMtSvL2yEm3+AnjN4bc2Z6syAHxd1rQhXGXEEHFygzWDrTiQvCdY/Y+ABTHgfQi1c6VgBR7WK\nJXMHcuBiDplF5YyICMT3TBJs/NuwkZOnaQdC+Gg4bSBZtlFgzoe0cLVKP6GVtyuvTbF/yWj/xWw+\n3HyelNwyRnUK4OXJXS3v9DizSmQzCtOh8w0w+RNwFYns73bFmwSKtPwyvtsVbzmjX5bht5lGXQsS\nTP0K+tyl30Stklh6/yC+2h5HTEYhA9v5Mm9kB8XDDY8IYPW8Iaw6kYqbk5rbBrSxPEjWQpVWx9n0\nQlp6udTpY38va/XBHkBWOXDniB6K29aH5yZ0Ys7iI5RX1U1GrGyAOKnR6lBJUr1aFkpZEQBfd2cz\nhUKVJJzvrMHHWy6YcI7Ophfyx9EUZg+xnLNhC2Izi7jpf/soqeaJ/HwgkV/mXldnKacuBHq6sP7x\nYfxxLIXCMg1TerWybwnVNlyT9rhUr+h3SJJ0AtGi9xYQi5i9ND3aDhYp+YRdhrHIRwVrvTGoKBal\nAd9wqxXTFNF/LhxfAqXVdWW1U9No9dcDlUri1/uv4+sdFzl3qZCBYb48XDPTPfGLOVnt6ELoOYND\n8TWrB4lHqx7nE8ev6aJKEbXvSR+KNLY1WD5LTDBA9NovnQFPnW38d6YASZJMSybXPQiuvnBmhZgs\nDn4EWhitFie8LwyULm4HZy9GDLuZkbEBenERB5XES5OuvIVEZmG5STD541gqpZVa/nenBTr1l8/D\nyvsMHI+zqwRPoLqUk5Btrl2vNFYnEnbXalGUYesbgitj9FsK8nLhrZss4xX1CPGmR0jjbtJn0gq4\n76ejZBSWo1ZJzB3ajvm1v8uiDNwTTbnG7UmDoijwH2bV+0WG+7P72VFsi8nCz92Jz7bGcu5Sof71\ngWG+depVVGi0vL72LCuPp+GkVjFnSBhP12FT3KWVl1mb2sB2vgwO9+OeyDAW7UvUj989OMy6TA2Q\nlGv+3SfllipsaV/8fCBJH+xB+HJ8vyfB6oAPgsRX14TyCqGp7HEbhYZIe+7AVGAmEICQ0+0ny3Jj\nLf6sw51/wOkVcDlGsLsbq41++HtBeqssBp+2MGOx1YYfZvAJhYf3QdSvImXeY8YVSYMHerrUsVJT\n5DYD0LmVJ0cSBQkqWm7LxMoPWHhre8b0jjDtX6+GTiezYE88f51Mp4WbE/NGhhuCbn6yIdjXoCxP\nMOUbEKixG3rOEI/Uo7DhOciJhfYjheGQuz/MWgXlheDggsrBiUVDZPbGZZOaV8awjv5XhfPf1uhM\ns5XjprMZaLS6huuzFzaZSzHHGLw2hnX0Z9cFU67D8AjL29DMWsgASrJAU9Ykk7raKCir4sDFHEJa\nuJrIzL7052kyCoU4i1Yns2B3POO6Bpm2tEkqapM2AcXr3BIEerlw+0BxD+/btgVfbY/jdFoBfdv4\n8OiouvkP3+6M14vGVGp0fLE9jvBAjzo5GItmD+TrXXGcTi2gV6iPfiL/2pRuXN81iKiUfHqH+NjE\nFxoZEciSg6a2KSPtJPDzy8EkftgTT4VGx4z+oTw5pqM+m1G7k0mM2ebQdxWiqexxG4WGVvhZiNX8\n79X/ykB/SZL6A8iy3Dx6+g7OouZsD+RchA3Pov/B5yfB6oeF4U1j4dlSeJ9fjeh7NxxbDFoj45uB\n9wHw8g1dmb3osF6AZEK3lozs3VnkBxXw1Y44PjEiyRxKyGHD48PoGOQpiDsOLsIgxxiejZACtgVl\n+bDkZqio5iScWiaIRbOqL1kXQ61QkiSGdbQi4DUD/NzN07It3BwtKzUouQMatXjNjgwjIbuEP6qF\nS27pH8I9g+uvmZugwxiRwTLOGIUNa5Zgv/9iNvf/dFS/MpzSqzVf3Ca4OidTzfknUSn5pgHfIxC6\nTRNZjxq07Gl92UoB/h7OFpdFtisQ/nbEZNUZ8L3dHHlxonLmKTLcn8hw24nBz0/sTG5JJZvOZuDu\npGbeqA6MsGYCWAe2RWfy8uoz+udfbIvF09mB+4cLrve0PsH8ecK0Q+PmviGNft+rBE1ijytJ0m+I\nEru/JEmpwGuyLC+0dP+GAn61jigR1Q8wLBVlrjUDHRB91LVn95djRJq3mWvuzYqW3WHORjj0nWhN\n63OXaO8DeoX6sO+F0RyKzyXA07lBc46Vx03Fe6q0Mmui0vnP+E4ikA59Cna+Z9ig601CodAaaKtE\n2l1TITI61rrrXdxmCPbGYzZK+VqLvbHZbI3OJNjHlVsHhFqtsjimSyA9Q7xNui6eGNPRsraxLjdC\ncH9RTgEhxTz6Ff3LDmoV70zrwSuTuwJY1jqmrYK4reLa6TgOZvwEW16C3AQxAZjSPEZOb6w9Z5IG\n/utkOrf0C2FERAC9QrzNgr4ieW3atyKjl7RftOsOmtfM0npCwe5kiqknva28hcbCw9mB/93ZlwqN\nFgeVym6udOtPm+uFbDhzSR/wh0cE8OXtfVi0L4FKrY6ZA9pwayO0I64qvF6wlNe9wf4s/dsbs39D\nAf8MIjoaB/nLCLZ+85D2rIUsw5EfBGnJ3R+GPin6p2ugpJvu3UasTP/pCO4HNy9QfMnNyYFRFgi8\n1GxrNuZsFDRGviBKL4n7RFtkxETrzrM0FxZNFBMxEFyCe9dbJ9SjRPZ08my0La8l+Gl/oona3u9H\nkln/+DDLAms1HNUqlj0wmLUn00jOLWVUp0DL1dYcnIQ/QsxfgrQXMUG0ctaCxedTXgCLJkFm9WrN\n1Ve0xT5+wtSgqhlwIcvcyyI2s4gREQG8M62HWQ1f8TNzcBZ975GPNcMZK+Px0R3YG3tZn1Vr6+dm\nN697W2FPO2KAAA/zLJV/rbEpvVozpVdrs+2aErsvXNaXMO68ro3dyhdmEMH9mrLHVWKctAVekiTp\ndVmWf2+Cc2oc9nxsqpMetxUe3g++1YzTlj3ED33/V4AstNxv+Ng+xL1/Mg5+CyeXgqM7D3Z4lCeN\nJu/+Hk7c0q9WKq5tpO2KW4e+NQR7gKJ02PWhsNO1FO1GQNshkLTPMDb0SdMWPVuQdlwIpBRnipX0\noHlm185XO0xb/y5eLmHTmQyrvcFdndTMHGAjx8fByTJvBUtwdJEh2INok93xLtz2a7OvjAe18+NA\nLZnqmt7w7sHe7H1+FFvOZbJ4fwK/HkwiKiWf16d0a14jHAvQMciTnf8ZxZZzGTg7qhnXNciqCeG1\ngLsjw1h5PI3sYlFGdHFUGUjEVwh7Y7O5Z9Fhve/E1uhMFt870C4ljGsBDbXlvaE0Xq3AtxVR27+6\ncPwn0+dVpYLwN+JZw9i4t6H/HMiJF+1iLle8hePqxqEFsOl5/dObUg4SNHUtf2X44OvmxJ2D2hiE\nfewBJS3uHCv1uSUJZv0pvvuoX8Uxj/9kWN3ZgvxkWDwZqqpZzSmHoDxfqBUaobDMnHhUoDB2zSD3\nosJYfPOfB/D+9B7M+/U4Z9ML8XB24MmxHU1KUGqVxMdbzuv7/w8n5HLv4sPseW603g73aoG3m2Oj\n5I+vdgT7uLLpyWGsPpFGhUbHlJ6taeN3ZQmxvx1ONjGZkmVYeijp34BfH2RZzpWuVg9CtYLCklqh\nfurbvnFa7kUZotWtsgR63NI80r1WQquTOZqYi7uzQ4N1+XpxslZWStYxOHslgye9LaSM7YnL54Xa\nWG20H2X9sRycBVvdeJW/5WVwD4ReM60/3plVhmBfg+NLzAL+1N6tTZy8XB3VjLdRJOaqQPhoIblc\ne+wKoK2fO+sfH0ZGQTnero64OpmuimOzik3EfgAyCys4kZxnU7uXvaCp7sfXyjI7YkSHxMhOAf+4\nVX1t+Hs4c9+wphdktRRKUctenIVrATYFfEmSRgF5DW54JTDoYSH6UgNXX3Pr19RjcPg7sfrvfaee\nvGYxClLhuxGGnvv9X8JdK0TrVw3ykoRLW1UZ9JxpYp/bHEjJLWXWwkMk5oh+2mEd/fn+7v623WCU\nLGxP/g7HFola/bTvwMtOdbgVc83d+zpPhmFP23a8c2sUxlbbFvCVygEO5hPMN6d2x8vFka3RmbT2\nceWp6yPqFIGxCOUFcPZPqCqHbjc1f8dDt2nCr/3gN6L7outUGPli855DLdT1efq6O+GgktDUcksL\nVFD4aw5odTLvrI9m6eEkdDoZJwe1vh0tpIUrKx6KbNy10chzk6Be0Z9/Gu4a1JaNZzL0qo4qCe66\nzooOlWscDfXhn8aM0o4vkA7c3VQn1SgMuA88W4kbpJu/EGIxvkFeOgWLJhhaiqL/glsWCdtcS3H0\nR0OwB+Evv/dTQ8DPjYcFI8WNGkRN+q5V0L4ZNP2r8dGW8/pgD0KK84+jKba5eUU+LlbJxhr7mmql\ntoTdwmzHyCK4QZRkC2Jlforoza/2gKf4MmSeNt++2zTbyXbuCoQcdxvTdz1mwJ5PRM95DQY/araZ\ni6Oalyd35eVqFnyjUHgJfhgDhdXtS9vfFoS51r1FluniDqEBYSdDojox5hUY8by41u3YfpecU0pi\nTgl927aoVz/fUvh7ODM7Mowf9ho4xbf0C1H0XWgOLD2UxI/7DOdSqTX0nqfmlfHtrouWKxzaCRUa\nLa+tOcuqE2k4O6i4f1h7mz0TrjUMau/Hb/cP4tdDScgy3HFdG3N/gH8wGvqFTa71XAZyqu1yr150\nvkE8lHD8Z3PFuSMLrQv4ZQrJDeOxIwsNwR6EO93+L5o14J9LLzQbO6swZhEixsHcrXDqd0GmS9ht\n+nrcNsuPVVkCP4yFvOqbYNQvMOZVoV/g6iPY9aW1PAH8GqGgFfkYxKwzWNq6eCsGaYvg7g/3bxfZ\noaJMsdLtUvsnIlZOn/x9nmVHUoSK2tB2tqc1Dy8wBHuAyiLY8xH0mQXLZhl0FTpNgpm/Ni351MGJ\n8io1a4+mkJJbyshOgfRrW9t3zhzFFRp+PpBIzKUiBoS14LaBbXBUq3hn/Tl+2JuALIvWsK/v7KsX\nAJJl2SrnOmO8PLkrIzoFcDwpn+7BXhbZCzcVaveZ10a8NQqHdoBWJ/PiytOsqj6vSo2OT/6+QIdA\nDyb1aFXvvnklleSVVtK+DvXAawUD2/kysN0/uAW7HjRE2kuq7/VrE0q61Fb6AXWfLpjLxvt1v8Xw\nd3m+2S6U2xhsbUS/ti1MNPVrxmxGSD/xiNlgHvD9rGDeRq8zBPsa7P9SBHy1I4x7B9bMM2QT+tzV\nOBOkoK4w76BwWZRU0ONW8Kr/xlYvfEIF6bMe/Lg3gf/tMBDd3l4fTbCPKxMbuKEqojBdeWzTi6Yi\nSuc3CJ2BxqpQ1gONVsdtCw4SVd0//uX2ON6a2q3BrNE9Px7mWLWd7dqT6ZxIzmfO0HZ8v8dwHRRX\naHhp9WnWPTqUl1afYdOZDPw9nHn6+ghutcL6tgbDOgY0iZjSmbQCPt8WS0puKWO6BPLY6I51lsmW\nHko2kcNVPE97O2nWg5TcUu5aeIikHHPZ3O0xWUzq0Yq9sdksO5qCo1rinsFh9KrWMXh/YwwL98ZT\npZXpFOTJ93f3v+IEvH9hPZrPy/BqQd+74dhPIjVZg/5zrDtG2FCY/gPs+1ysWHvfbrpq7DkTTvyK\nyYSg562NOm1r8ez4TsRmFXMsKQ+VJBSs7KJiFTEeOlwvnNKACtmR9yvv4J7sEsIsSZtW1rayQ/Ac\navq5e98u2vkS9wr72JD+jT9n72CrfA3isor545jgEczoF0qHwAZWNPkpogOgvBB6zGDzWXNG/qaz\nGbYF/M43iMyKMSImwo53zLfNiWvSgL89Jksf7Gvw2dZY7hrUts7V+LGkPH2wr8HqqDS6KZBIU3LL\neHnNGdadEj2fGYXlPL/qFF1aeTVaZ98eyCmu4PbvD1JULtLyMRlF5BRX8v50wc+p1OjYfDaD9Pwy\nRncO5Itt5p0ljmpJf6lP7xvC7CFhzXb+H285rxjsAUJbuLH1XCb3LzmqZ7GvO3mJlQ9HUlhexbe7\nDBPY85lFvLr2DIvvrcNC+l9ctbimAr5OJ3MwIYfyKi1DOvjbJhTRqhfcu0HU1avKBGlPIS3bIHrc\nIh5KaDdcGJUc+J94jz53Cm5BM8LPw5mVD0eSlFOCq6PafqQllZqL4xbxyrlvaC1ls0vbk8tZLTiz\n4iR/PGRB333GGfOxnjNN6bMt2poa3jQjTqcWMOO7/Xod+5/2J7Lioci6uxwKUmHBCEMZ4sj3BAb+\nYraZki2sReh6I1z/ltG1dJeYvCTtg/gdRhtK+k6GvJJK/o7OxMPZgTFdAu0mqJJdbG4Fm1daiUYn\n46hWDvgVGq3ZmE6Grq08kSRMWqQ6BXmyJzbbZFtZhm0xmfQI8Uank/lsWyzLjiTj5KBi7pB2dTq6\n5ZdW8uPeBGKziokM9+P2gW2s9oivjS3nMvXBvgarTqTx7rQeaGWZ2xYc0K/oP9gUg0phEvTsuE76\njEjtDgNjpOeXkZpXRs8Qb7sx+Y2NfYwR5ufGrMFteXJZlMn3UanVsfRwEi29zPkzRxPty9kur9Li\n7KCyuYzzLyzDNRPwC8uruPP7Q5xOE7Xx1t4u/P7AYNvSSqEDxaMp0f1m63gBTYS2fvYnKx2Iz2W/\nzpRodCQxjwqNtv7gUlVu3uIH0GGsnc/Qdvy4L8HEtKa8SseP+xL45FajskLqUfEI7icyHcacA1nH\nPN1SdjnN0kvABng6N05Fbcjj4mGMG7+EVQ9A8n5BTh37GgR25kxaAXd8f5DC6sDU0UvLirElePea\nDM6etp8DQu7X+S8VFRrD5zOua0sc6wmk17Xzo72/u0mtWiWJa+jlG7ry0ebzlFVpCWnhykczevHC\nqlPkl5pmSIJ9RMBZtD/RZNX8+l/naOntyoTupl0LWp3MbQsOEpMhVPk2nsngbHqhfiVuK9wUArSr\noxpJgi1nMk3S9zpZCM1ojGSAnR1U3NCrdb2BHuDdDdH8sCcenQx+7k4suLsf/do2vubcr60vFzJN\nM2x3XteGVyZ3xcVRjU5nXtrU6mS6tDK/brq2so+QUUpuKc/8cZLDCbm08nbh5Ru6ckPPRpTc/kW9\nuLqUKOrBkgNJ+mAPkF5QzmfbLtSzx79oKihZfob6uja8kpS1QpNdafwqQVG5+fnVrOrS88v4YeG3\n/P7tWxRtfB0WjoULW8y27y7Fs/WZEbw0qQtv3NiNLU8O1wctu8EnVHgjvJACz5wXpSrgs60X9MEe\nILZQzdK16+HL/qJVtBEI8nJh0ewB9A71wc/diel9Q/igVhC9kFnEexuj+XBzDEk5JairLZvDAwwT\nT50sjFTC/Nw4/NIYtj49nN3PjqJHiDfPju+Ek9EEoleIt156daOCNvvGM+Zj+y9m64N9DVYcS6VQ\n4bu1BuO7tTRj+z8wvD2SJHGpoMxs+0qNlrsGtaGllwt92/iwaPaABq+DE8l5LNgdr/e4zympZP4q\nhayYAhKyhaJjVlG54uvPju/EgDDB41FJonvhzandUaskjibmcn1XU3KjWiUxc0AbxnYJ4qbehrZb\nfw9nXp1ifQdKWaWWY0m55BQbuCfPLBfBHuBSQTlP/H6C1Lymt+b9/4prZoUfm6mkoa1QD74SyIqG\n9BMQMkBRs9yuyEuCzfOFCVDr3oLkFhDR8H52xOBwP27s1Zq1JwWhzMlBxWuTLWgtcnIXWY/TRi18\nHkHCjOUqwU19gtkabepkNq1PMMeT87jz+4OUVYUCD/CV9iZWO72Kf8ZJzOxWe91GK29XvUlIk8LF\ndKWVrOBjniwHQXGG6BS54eNGvV1kB39W10E0O5aUx+3fH6RSU1MOSeLPeZF0DPKkUqsz235PbDZj\nugTh6WIQxhrZKZDt/xnBtugsAjydGdslCEe1xNJDyYoe7YGe5toIVQrvpZNlxRWsNSir1PLrfQNZ\ndTyNlNwyRnUO1GcXxnQJ4v2NMSb9/+O6teTtm3rw9k2Wv8eZNHPHv/OZRVRqdPUqBX6y5Txf7ohD\nlgVP4IPpPc04O77uTvzxUCTJOaW4OKkI9HQh+lIhcxYf4VKBmCREhvvh7KDCyUHFPZFheqLvZ7f1\n4ZFRHcgqqqBf2xZWlxl2XbjMY0uPU1iuwUmt4tnxnbhzUBsOJ+aabKfRyeyLy7ZdUvpf1ItrJuAP\nDvdjdZQpY3lQ+6ugtWLHe7DrfcPz69+EIU803fv9dhtknRN/x26BrBhhYqK2/qs8l15IflklA8J8\n603LKuGL2/swZ2g7knJKiAz3J0DhxquIG7+EFmHCCc+vAwx/rllsVS3F5J6tKanQsORgEhISswa1\nZVKPVsxedJgyo1R/qhzIUu0YHpf+FKz98xtFK2bPmVfUlGVUp0CztO1IVZT4o5Er/Ibww554fbAH\nwbxfvD+Rd6b1oL2/Bym5pqvg8DrIkCEtTI1kPt5yni+3x5lt5+ygYm9cNh9vOc8jozrog9DQDgGE\ntHAlNc/wfhO6t8THTUGF0wIUlFbxxLIT7Dx/GWcH0Wb5wS2mmY12/u58dUcf/rv5POn5ZYztEsTb\nNykYdTWAPm3MO2m6tfaqN9gn5ZTogz0I98o3/jrHpB6tFAOzcRn0jb/O6oM9wP6LOfw4uz+jOweZ\n7dcxyFNYYFsJjVbH8ytO6TNPlVod722MZly3IIK8nMksrDDZvo3v1XM/+Kfhmgn4t/QL5VRqAcuP\npqDRyYzpHMgTY5t3ZWuGwkuw+0PTse3viB7pprDazYqGrHOk6PxJloPoo4rDrSBZSNG2tdzPu1Kj\nY96vx/Qr2dbeLiy57zrFVH196B3qo2w/Wh8cXYUUbS052kYj5bCQ5W03TEwoGoGZA9qYrTAyCszT\npJdkX/BoCdc9dEWDvDGeHBvB5eIK/jqRiotcygMO6xmvrrbJjRjfpO+tlDKv8RB4dnwnTqbm6+vz\nfdr4cIuFXSM/HzCfqDipJSo0OqIvFRF9qYi0vDI+mSl4Fk4OKpY9OJivtscRm1lEZLgfD4+sX8sh\nJqOQV1efJSo1n94hPrx5Uzc6txTZk/c3xbDzvJDDrdDo+GbnRXqF+JhxByZ0b8WE7o2rP3cP9ubJ\nsR353444qrQyrb1deP/m+rkHsZnFJmQ7EJ97ZmF5gxye06nmGYXTqYWKAd9WZBZVkFFo+vvRyWLB\nMX9SF55eflKvfDehW0sGh///EcJpblwzAV+tknhnWg+en9iZKo0OPwXrxWZHXoJ5/VlbIUxWLAn4\nsizc1yRJ+HM3BNcWvKO5kx80E5FR4UUJ3zp+SqS7db28a6LSTNLW6QXlvLchhh/usUML3JXA6nnC\nIAdEr/2N/8feeYc3Wa5//JOk6d57L1o6KLPsvUFEEJShgltw7z2Oexz1ePTnXkcQBScIooJsZNOy\nu/fee6cZvz/Spk3ft23SplC0n+viuujTrKbNez/PPb7fD7STESZk7hBPQV14rksZrNgo7tVwibAy\nl/HO8hH8e0kUsj3PI439E7CB0bfA6Nv69LmvHuHD4VR90aQlLQ6BUT4O/PX4DA4kl+BgJWfSIFeD\nJV01HaMZoFDpr207m89rS4fqTrQ+jla8vnSoQY+vVKm5bV0MeZXajMCJzHJuWxfDwcdnIJNKOJJW\nKrjPkbRSQcA3FQ/OHszq8QEUVjcS5mHX7XTBSH9HzM2ketkVH0cr/Jy6b2geFeAkmIwY6W9aq3BP\ne0u8HCz1MglSCQz1dcDXyZpR/k4cSi0lwMWaiYMuni7BP5HLJuC3Ym/Zfy6ueI8ES0d9oR1bD8OM\ndOrLYcMSKGhJt/qOgRt+0qrNdcK5Kks+V7YpCFZjw7PSB9hrZN+A2HhOQicjO/2ZkpomKtNOENoa\n7EEr2LPrOa3ugQkD8b0zQqhuaObnU7nYmJtx59QgZkxe3/0d+4gmpYri6iZ8HK1EA6dzsiKNAAAg\nAElEQVRcbgbzX4W5LVbRF8H+edloPxqaVWw8no1cJuWWSYHMimg7KdpZylk4zHjPhVXjA/hof9sc\nuJ2FGTVN+uNxcplUdAzOEC7kV+uCfSt5lQ3E5VcxzNeREDdbwfx6aHfaDL3ExdbC4EONi60F7ywf\nzr+2xlFep8DXyYr3Vo40aEP1wqIh3L4+hoxSbYPlTRMCdWqHpkImlfDWtcO5b9MpKuqbMTeT8sT8\ncHxbNiR+ztZcN9b0NXuFUs0H+1LZ0+Jp8cCs0N6ZiP0NuOwCfr9CbgXLv4Zf74eKTG1NevGHhgWa\nQ++0BXvQpuWPftBlqltMLje9yY66JiU2RuiQjw5w5qvDmfprgb1Q4bsEvPNnEh/tT+MKDvN+x9Js\nfRk0VIKt6S5c5mZSXlg0xCS652dyKll/JJMmpYplo/2YEWac9OvWM3m8sC2Oivpm/Jy1F/dRIrVf\nwKBA39isIjarAi8Hy17Lpt44IZAbe+LX0AWPzg3Dy9GKXfFF+DhacuukIO78JlbPFe/GiQE9tr91\nt7NAKoH2PX1SCTrL58fmh3Emp5KyOq0OQXSAE9dG9y9b24XDvJkb6UlxTSPeDuKbQDEGudmy95Fp\nJBbW4GJrblqb63ZMDnXl6FOzSCysIcDZGiebnvVTGMPL2+PZcExbDorLr+ZYWhl7H51ueL/R35CB\ngN9bgqfB/We0WvpWTuL+i2IUnBNZOyt+2xZprlEi0rjhnnZGBXuABUM9WT0+gI0nslGpNQz3deDp\nBRFGPYapqVcoOZtTRaCrNV4OXY8uncut5P9amriOEUmTxgwLSbsTn+dQkwZ7U3Ihr4rlnxzVda3/\nfr6QT1ZFG5weLqlp4rEfz+nun1PewAPfnebAozN65Hp2KruC29fHUN4SzK4b68fr3dSMLzZSqbZ5\ncvX4NjGmn+6cyPqjmWSW1jF1sJuudNATvB2tWD0+gPXtegVunBCoc7EL97TnrydmcDC5BHtLORMG\nufRLgRhzM6nu1GwMEomECAPm6gurGvn5VC5NzSoWj/QxuufHUi4zvuenF/wUm6v3dU2Tkh1xhXp/\nR/80BgK+KZBIjG/S8xsHGQc6rLWIAdUWg4W9Vv53+0MQ9wtYOzN4+pM8dcU03tmVTJNSjY+jFW9d\nO7wHL1fCy1dH8cDsUGoblYZJ4vaSuPwq/rsrhayyOqYNduPhuYOxNtf++R1OLeWub2KpblQik0q4\na9ogHp0X1uljtZd3LcGR+5vv5V/yDfhIysB7lNaut5+y6US2YERtw7FMgwP+qewKwf1zyhvIq2zA\nz9maZpWac7mVuNtZ4ufc/cX/+ZY0cNvry2HhMG8mXUSN957gZGPOg1007TY2qziTU6mtZRvwPry4\nOIo5kZ6cza1khJ+j4Oe3NjczqCGvurGZ2KwKAl1sLplDX3ecyq7g/T0pFFY3MTfSg3tnhnQ7pZNd\nVs+iDw/pmi4/PZjOxjvGmUQQqK+wMpfR0KzfY2VlItXCy5WBgH+pmHQ/5MVqDU8AQudBxGL4fBbk\nxWgDvls45J7Qfr+2CLY/xNpbd7LymdkUVTcyyM0WWS+8rF1tLXC9CM2PVfXNXP/5cV3HdkpxLSW1\nTby3ciQajYanNp/Xjeyo1Bo+2JfKwuFeui7pjgzz0j9Z7FSPJdtxBn/cNUowly7GsfQy9ieV4O9s\nzZKRPt0qn5kSsVFwlRHz4YM9hJK0TtZy3O0tiMuv4rZ1MRRWNyKRaFXUXrm668Y1sX6OuPyqfh/w\nuyIms5w1G2Ipr1MgkcCtk4J4zgCr4smhrkwO7fnPvS+pmHu/PUWdQmXU815M8iobuOHz47pAmFBQ\nTW2TstvX+fXRTD0FxCalmk8OpPP5jf034K+ZGswbfyTqvvZztuKKPmq0vFy4bJT2/nZY2MHqzdpy\nwAPn4IYfYOdT2mAPWjvX1mDfnuQdOFjJGexh16tgfzHZnVCkC/at/HaugMZmFVUNzaJiMRfyOm8i\nHJHxGXfKtiFDe9FypZJXx6sMCvZfHspg5WfH+ORAGk9vOc/Kz46iFBFq6StWjvHDrMPvbZURKcYg\nVxvumR6iqxyZy7S9BRZmMp7fGqcbf9Jo4Jtj2RxKEXaYtydapPbfemrTaDTsuFDIa78n8MvpvIv6\nPhlDSU0TXx3O4KvDGZTWNvHMlgu6rIVGo/2ddzTwMTUajYbnfrmgk1NufV4xIZ1W8isb+Hh/Gp8e\nSKOoWlwdz9T8cb5AcOrtmPoWo30WqJWKDmsX8qrYGVco+Kybmvj8av5vTwo/xuTQ2Cyu0lmvUNKg\nUBHhacdgD1vWTA1my92TjC5//t34Z//0/QHnduYf6Qc6v10rDv2rWcgQxD5kVnIZZlIJjtbmDHKz\n0WvAgm5Gg+K38aQ8gZvNdpKncWWoJB3zspuBWV2+DpVaw/t79R3MzuZWsT+phNmRpps77orhfo5s\nWjOedYfbmvbmDTHu1PHovDCuifYluaiGUf5OuNqak1pcyzmRmeqzuZVdnlpfWxrFmq9jSS+tw9xM\nyl3TBunU1Z7fFqc3A7/jQiGfrI4WPEZOeT3v7k4hpbiGCcEu3DcrFNteXlhrm5TsuFCIUqXuUjQn\nvaSWpR8f0Z0+39udQqVIwInLr+qdPXQ3VDcq9YR+WokvqBbtDE8srGbZx0d10wYf7U9j890Tja6L\nG4tYNsvGgAzXVcO92Xw6T29tYYvmvUaj4aHvz+iE0WzMZXx24+g+yRL9cjqPh35oM/lZfzSTn++a\nKJD1vnfjafYmto0em0mlPHVFuMlfz+XGQMDvT7iFQVEXutkeUTB85cV7PSZiVoQ7YR52JLWTR759\nSrBuvvitZcO565tYiqqbsDCT8ujcsK4vfHaeUJKAp6QCT0nLyc2u+/qqUq2mWiQYiJ1e+pIxgc6M\nCTQuFVrbpGTLqVwKqhqZE+nBSH8nglxtSC2uZeVnR0krqUMs39PdTHWIux17HplGWkktrrYWusBa\nWtvEt8ez9W67I66QpMIawjzb1NaalCpWfnZMN9Z2LreKtJK6Xmk6FFY1suSjw7q57X/vSOTHOyeK\n2hR/djBdL9Vc2dCMk7Wcig4GPJ1OMZiIpmYVvo5W5LYb75NIEPyeU4tr+e/uZA6llOiNFlY1NPPl\noQxeW2KYdkB3aDQavjyUweZTedhamrF2ajCzIjy4arg3H+1L0xtDXDttULePNyPcnTevGcaXhzJo\nUqpYPsZPp4Z4OLVMTwW1TqHi+W1x7H54mkl+lvb8Z1eSXjnrQl41Oy4UsnhEW9NmXmWDXrAH7cbr\nVHZln276LgcGAn5/Yv7rsHElNNeJfz/6FoNkaJUqNYfTytBoNEwKcTVaNtfUyGVSfrxrApuOZ5NZ\nVs/0MDe9U+0ofycOPzGT5KJafBytcLDuZqxx2uOQfRSULWlQB3+Ivrnb12FhJmNupCc74gp1a9bm\nMmZGGDcWd7FpUKhY+tFhnWTuxwfSePOaYSwb7cczW87rsiPtOwFkUgm3Tgo0SMhEIpEQ4q4vmVrd\n0CzaW9Bxc3QktUwww74nsYjyOgXOPRi92h1fxNt/JumJtFTUN/PR/lR9x8IWssqEnxUHKznW5mbk\nVTZgLpNyz4yQPp2/Xn8kk5e3x+vp6NuYy3h8fjiBLtZsOZ3L/qQSvBws+TEmVzfe15HSmibR9Z7w\n5aEMXvktQfd1TGY5m++exAg/R365ZxLfHs+iqLqRuUM8DR4LXT7Gj+VjhBnGZBGfk9TiWtRqTY8m\nR7qiuFr4HnVc6+wZ++FgxUVnIOD3J4KmwsNx2tT+b49AfYf6a0VGtw9RUtPEis+Okt4SBIJcbfh+\nzXjcu/FjVyi1NrB/pZQQ6GLD3TNCTOrwZm8p7/IkYSaTEultoOVmwES4+xjE/6LthYi6tkvBovb8\n+9phOFjJ2Z9cTICzDY/ND7sojYuAVmxJamZQr0F7fj9foKePr9HAe3tSWDbaT7Q2feukQO6cPqhX\nM9XBbrYM8bYnrp32g7eDpUCvwUJk9t1MKsFMZvzV9fOD6bz6e4Lo9/44X0hM5j6Wj/blnhkhurE4\nsdJBY7Oaw0/OJKmwBk8Hyx5tPAylrLaJV39L0Av2lnIpex6ZhqeDFW/tTOTDfWldPEIbC4aazhb2\n51P66Xe1RpsOH+HniJudRZcTDsYyPlgohTsuyFk02KeV1CKXSntmaw5cEeWpl00wk0oE5ThvRyvm\nRHqwK75ItzbM14GRF3EksL8yEPD7G1ZOMORqrTFOewU5gEEzur37ZwfTdMEetJaZHx9I4/mruhaM\nee6XC3wfkwNoU3T7EovZ++h0o12xLhrOQTD5IaPv5mAlFxiftJJWUktMZjnhnvYMN+XFoakWtqxF\nk/gbKmRslsxih99DPLdomEGjWxX1whNh60k70tteULufEe5uEgGVz28czau/JRCTVc4QbweeXhAu\nyBaND3Yhysder8ly2Wi/HilifnKg88DY0Kwiu7yet/9MxsbCjFsmaXtfwjzt2dXB3dDaQoZMKuly\nA6lUqXnrzyR+js3FylzG6vEBrBjt3312qQNpJXWCMcnGZjUlNQrc7CxZ10HgSgwfJ0tumRjE1b3Q\nEuiIrYXwc9vbvorOiPS257mFkfx3VzK1TUoivewFtslVDc3c8XWMzgp3Vrg7H94wyujry0tXR2Em\nk7IrvggvB0senRsm+hl6/7qRfHkog5jMciK97VkzZVC/1E642AwE/P7K3Fe0o3ipe7Rp/EkPQMjs\nbu+WUiy0DE4VWWtPg0LF5tP6nbr5VY3sTSw26amjP7PucAYvbo/X1QdvnhhoElU9QGuwlLidBLU/\nzZixTLKT2DR/bvmqkb2PTO827Tk30pM3dyTpBZbWhqkXFw3htnbCOStG+zHZBM1SxTWNbD+XT4SX\nHU/MD+/0RCaVSth4x3g2HM0iuUjbtLdsdM8aS+sV4h3XHfn1bL4u4C8Z5cPnf6XT1E5H/joDrFW1\n3fHpuq9f+z2RN/5I5OqRPryxdJjBqn0RXnbYmMt03fmg3VSGetii1mhoVnU9cnn75CCeNXB0T6lS\nU16vwM3WotvgtXbqIGKzYnRjoI7WclaO7buG39smB3H9WH8qGxSiwlkf7UvVBXuAPYnFfLgvlUfm\ndq63IYa9pZy3l3WvPWIpl3HPjK4Nk/6JDAT8vqC5EVJ3aY1cQuaAWQ9SitbOsOpnrUSsmSXIDTux\nTRzkonP2aqU79ymJhJYLiP7Fqafa5JcbdU1K3typ3wy07kgmqycEmKRruj7tKLcrnuaIWmuXGiHJ\n5HrZHr4vq+dCi157V/i7WPPFTaP5z65kCqsamBvpyVMLtB3HI/2dOPLkTGKzKvB0sDTJ680pr2fx\nh4d1m4gP96Wxac34TlXS7C3l3V5ci6sbyamoJ8rHQdBR3crSUT6CRkExnG3aSjCD3GzZtGY8nx1I\np6JewaIR3twwrvsxxz8uFArW1BrYfCqPSC97bp8S3O1jgNYf4O1lw3lqy3kq65txsTHnrWXDdCfX\nJSN9dJkz0AbemycGklfRwORQVxYNN8xbYGdcIc/9coHimiaCXW14Z8WILlXrZkd68PNdE/nltLZp\n77qx/j1S4ROjsVnFe3tS2J9UQoCzNQ/OCSXc0x4rcxlW5uJlwFPZwtLTx/vTmB/lyRDvf7a+/cVk\nIOCbmsoc+OoKqGr5kDsHwy07wK6HY18G1qZbuXliEIkFNWw9m49Go+Gq4d7cNjmoy/tYymWsGO2n\n050G8He2ZkZ4/5SnNTUlNU2ip8vssnqTBNCvVXM5om6TLk7QBPKDajoSibb7fld8EdEBTl3WmqcO\nduvU1MRSLjNqBCq7rB4bC1mn5izrj2TqNec1NKv4ZH+a6EieIfynxfdApdbgYmPOJ6ujRacU/nVV\nJE7W5uyMKyStpFZUpMjcTMpd0/WD8Sh/J6Nfm7u9BfEF4t87klZmcMAHuGKoFzPC3cmtqMfNzkJv\no/zS1UPwcrTUBkcXa+6bGSJokOyOynoFD3x3msZmbRYjvbSOezee4uBjXcspj/R3YmQfTCc8vfm8\nbkQvoaCaYxllHHh0RpflkKE+jpzM1A/6SrWGD/am8vGqnv1dDWA8AwHf1Bx6py3YA5Sna01xWl3L\n+hhzMynvrBjB84uGgAaDa5IvLBpCiLstf6WUEORqwx1TgvVPYk21kLANFHUQscj4DUxzA6TuBpkF\nDJoJsv7zpxfgYk2gizWZ7RzRbMxlRJvIUOi89ThAX0goXhNImIcd139+HAC5VMLr1wztU1OWkpom\n1m6I4VR2JTKphJVj/Hh5cZQgaIh1kZfW9qyDPC6/ivdbfA9aH/vJn8+x55HpgttamMl4dF4Y10b7\nMv3t/YLvLx7hzQOzQntt8ANw38wQjqWX6YJoe0I9jH98CzMp353IYcOxLJpVaq6I8uKtZcOwNjfj\nwdmDe9Ukdyq7QvA6cysayC6vvyiy2O1RKNVsO5uvt1ZZ38zuhCKuifYVvU9WWR2utuaC0gcgmPAY\noG/pP1fdy5ykwhp+jMlBFu/CcrUXg6Ttjg9lqZ3fsY9wsDKu+UgmlXDTxEDdbK0etSXw5WytIyDA\n7hfh5l+19sCGUJ4BXy2AmpYLhVsE3PK78f4DPSA+v5rX/0gguaiG8cEuPHtlpMAtSyKR8NEN0Tz6\n41niC6rxd7bm5aujTGbFPDLEh9+S9AP+6CA3jreraTarNTz64zlkEglLRolfOHvLG38kcipb60Og\nUmv49ng244JdBGnlBUO92NJBZKWnvRxiYkBpJXVdOjwGuFgT4m6r13viYCXn9aVDdf4LvSU6wJld\nD01j04lsvj+Zo9vkhLjbcocRp/tWtpzO44tDbVM0v50vwNfZiqeu6L0pVbCrrUBO2c7CDI+WyZsD\nySW8uSORvMoGZoa78/xVQ4z+/BuKVKLNKNV2sCe27kS8Z/u5fB747kyn8tGzIy6O4NUAWgakdXuC\nWg11pbpPYGxWBVe9f4gvDmXwaflIFipeJVHd7qQW3H13fb8m5su2YA+gqIEDbxp+/wNvtgV7gJIE\nOPGZyV5eZzQoVKz+8jh/pZRSVN3E1jP53LPxlOhtI73t+f2BKVx4cR4HHpvONBN6gq8aH8DcdqND\nYwKdOu3I/te2uE7lQntLTFa5cC1TuDYn0oNXro4iyNUGD3sL1kwN5maxjaABiNWZQ91tu5Q4lUgk\nfLIqmrGBzkgkEOFlzxc3jTZZsG/Fz9max+eHc+zpWay7ZQxf3zqWHQ9M6dGY5qFUoYRxd7LGhhLo\nasPaqW0jrTKphGcXRmBlLiOvsoE71scQl19NZX0zm0/l8fTm8yZ5XjHMZFJu7VAiHORm06mWxeu/\nJwqCva2FGVZyGTdOCOCu6d2L/gxgOgZO+MaSfgC23QeVWeAUBFd/xJeHLPQ6qBuwZL1qPq/L18PI\nVTD61k4frrqxWdDh3O808tuXKLpa64zSZMPWTMyRtFJBevpERjlF1Y2601FH+mJ0yVKulRrNKa9H\noVIzyM2W/MoGgQc7QE2LRGurqtzPsbn8ciYPe0s5t08J6lVNNsLTnqwyfd+CyE5sURcO82LzqVwy\nSuv4/GA6WWV1fHj9KJ06osHP6WXPQ7MH88G+FJpVGtzsLDodi2xPiLstP9w5wajn6ilymZTpBorP\ndIZYr4cpSg+tPHlFOEtH+ZBYWEN0gJNOI2NvQpFgLHBnXGGfiN608vCcwYR52LE/qZgAF2tWjQ8Q\nNGKW1DTx9s4k0ZT9Y/PCxDOJA/Q5AwHfGJob4MeboKGl+aQiA364iRqnDYKbVocvhxUvgXnnnbFq\ntYYbPj/O+RaDja1n8jmXV2UyeU2TMfgKOP2N/lrYAsPvHzy9zRSolSDTy252REx/3dxM2mn60RQc\nTSvj66OZKNUarhvrx8zwtpN9e5tWb0crnl0YyUu/xuvd383OgoCWEbgNRzN5bmuc7nu7Eor4/f7J\nRjd9tfLEFeGcz6vSXYSnDXZjySjxTMPz2+J06X8NsDOuiP/uTuaxecbrkT8wO5QbxvuTX9lAhJf9\nJVd+7AmNzSpOZJTjYW+pJy3cyqrxAfx6Np/EQq3qnLmZlKm9cN4TY7CHHYM99J9bLBvhYmveZ8G+\nlSuHeXHlsM7LPLevP8lZkXKOTCoxafZsAOO4/D55l5L8M23BvpW6YpYGKQU3XTo6oMtgD1qb1vMd\n3LR+OJljmNtUZbY2CGcd6f62vSViIcx5CaxdQW4NY26HKY8afv8pj0DUNSCRaZv2xq6Bkau7vk9t\nMXx3A7zsDh+Og+Q/jX7Z287kCdZumxyEnYlq8x2JySxn1ZfH+eNCIbvii7h1XYye2ldHbp0UxJvX\nDNNlFVxtLXh3xQhdQOw4oqZQqvkpVvgzGUqQqw37H5vOxtvHsf2+yay/dWynI3IHk0sEa1vP5Ivc\n0jBcbS0Y5uuIXCalSaniZGY5uRVCl8T+yLncSia+sZcb/3eCee8e5IHvTqPukJpxsJLr1esVSjVP\n/HyOIyKpflMyO9JDTyRKItGewC8lKUU1osHereXv+2I3Gg7QxsAJv4Wqhma+PpJJSnEtEwa5sFws\nte4cpJVGVbcL8DILlkyIpNGulo3Hs5FKJdw8MYBZBjSjtBcLaUWl0XRvQ3rhZ9i8pu11DFkCy9Z1\n+3y9YtID2n89wdwarv0fLHwXpDKD/ADYciek7dH+vyQRvl8FD5wBe8Pmlo+ll7G+ndMbaJvBnphv\nGseslKIaTmSWE+Zhx+iWEbONJ7IF9cpvj2cxpwsnvuVj/LhquDe5FdqO6/anXzF52o7WusYil0mZ\naMAIn425mcCARi7t/fngTE4lt68/SWmt1qv+pgkmFDjqI178NV5vTHHrmXyuGuYtkHT97qT+Bk2t\n0W7aDHm/e4pcJuX7NePZfq6A3Ip6Zoa7d6vr0NeIOfIBbLxjHKEePctODWAaBgI+2tT6dZ8dI75A\n20m97Ww+F/KqeLVjat3OE6Y9AftebVmQwMxnwNqZ68Y6c93Y7hW+2jMpxBUfRyu9OtescI9O56Nb\nXizsfEZ/0xG3BcbcAYGTjHr+i46hGvLNDZC2V39N1aQd6xt1o0EPIeZDnl1umhPlV4czeLFdKv66\nsf68vnSoqFCRIeHZylwmeiG8eWIQj/54Vve1jbmMZaP7poO/I3dNH8Qzv+g7N3an52AIz/5yntLa\nNq/6dUcyWTDUi7FBfT+x0VMSCqpF1wyyVL4I7TiWchnXdjISZ2p2xxexr6V2v3Ksv+gki6+TNVcO\n8+K3c22TSjPD3Q0O9sfSyzicWsogN1sWDPUyWPVwgO4ZCPhohTbiO3yof4jJ4ckrwoXp32mPQ+Ri\nbXrfJxpcey7faG4m5bs14wVe4l3SXA81Iooh5en9P+AbiswCbFyhrkNa2cDTPSDa3GYK84x6hZK3\ndybprW06kc2tkwK5fpw/v5zO0xmpSCRw44TAHj/XtdG+OFjJ+eV0HvZWcm6ZFEiASy/SoYp62PkU\nXNiiHYmc/mSndss3jA9AA3x6IA0NcMukIFZN6F7Bris0Go2e5n4r5/Oq+nXAHx3oLChxjBYRDlo1\nPkDbMNeS5JFK4IZxxh0CjEWl1tCsUnepSd/YrOLDfakcSNYaY90/K5QQd1tisyr4+mgmTc1qVozx\nY0Z4142LH+5L5a12f/s/x+bx632TRQPyuytGMGmQK6ezKxjq68AKEZc9MT7en8a/dyTqvv4xNodv\nbhs3oINvIgYCPlpP744o1RqUnelgu4Vp/5kAP2dr/rO8e21oHRa24DcOco63rUlkENz3TXAXDakU\nZv0Ltt2PTu43aBoEzzT4IaIDnLhnxiA+O5hOs0qDn7MVry3tfTNkWa1CIB4CkFVWz+xID75bM54N\nx7JQqjSsHOvHlNDeNSjNifTosiRgFLufh9h12v83VWnLJi6h4CuudLZqfACrxgfQ2KyiplHYp2Is\n8QXV+DpZkVuh37k90r9/u5i9vHgIazfEklhYg7mZlLVTg0XlqieFuPLNbeO0vRctwd4Qe+KesuFo\nJv/dnUJFvYIZYe68vWy4qFpje2W8c7lVHE4t5cMbRrL6yxM6rf8dcYV8siqa+VGegvuDdmPR0dwo\nqaiGvYlFzI8SNu/JZVKuH+fP9UZseJqU2o1Jew6nlnEwpYQ/zhfqplXumxnC6l5spP/JDAR8YHKo\nMLU+N9IDpz601ewVSz6FLWu1Qd/OS2u049i3J4mLzqgbwXuUNo3vHARhV2o3Akbw2LxwbpkURHF1\nE+GedibpXPZ1smKQm43Ogx60qfaxwdoT3+hAZ9HTX78gYXuHBQ0kbu804IPWsva9PSnUNikZ4efI\nB9eP7JEme8fTIYBcJmHt1EGM6gP5V1MS4GLDjgenci63koSCaoJc9cftVGoN/96RyMbj2UiA1RMC\neGxeWJ+eSs/kVOpNcOxNLOb5bXG8f52+GFZjs0qgjFdWp+C93SkCY59vjmV1GfAbRDa61SbYCOpe\nq0ItEPQBrdTz3kRthqWxuYnntsYxyM22T3sj/q4MBHy0kp7frRnPe3tStE17wS7cP6sfOy05B8Ft\nf0JTDchtjA6EfUlBVQNKlUZvBK3HeEZp//UCV1sLk/rdSyQSPl4VzWM/nuVsbhVBrja8uGiIyVT5\nAKrqm3l3TzIxmRVEeNnx4OzBeDuKm5IYhZ2nvgASdFkmOZNTqedPfyankme2XGD9rWONetrKegXv\n7UkRrP9818RL2mCmUKp5eXs8P8bmYCmXsWZqMHdPF//cn8go55avTuiyO9MGu/HlTaMxk0nZcDST\nzw62Oe99tD8NP2dro3t6WulKhbCVA0nCKYr9ScWCNalEglwmRanWD9ZiWh8aOslooi0/LhzmpedF\nb2dpxhwTKuU5WMuZFOLC4dQy3ZqthRkpRUK3zz/jiwYCfg8YCPgt+DlbG2S72Bc0KFRsOpFNfEE1\nowOcuDba1zCBE4v+0/GqUKp56Icz/H6+AI0GJoW48PGqaJMFwgaFqtPuX2NQq5yhv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Laf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\nOZW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IiUWNCHK2QqxflwymiM4sRaq7xOyAqE7rCvadtNVphHfcI/t8aHZ1K6WtqUEkxY0q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\nkTNkRaO+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.pca(adata, color='louvain')#, save='_splatter_pca_louvain.pdf')\n",
    "sc.pl.umap(adata, color='louvain')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above figures show that there is no inherent substructure in the data in UMAP or PCA visualizations as expected. The clustering however selects a subset of cells due to fluctuations in gene expression due to noise. As there is no uncertainty analysis inherent in the clustering method, this is to be expected."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Marker genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ranking genes\n",
      "    finished (0:00:00.19) --> added to `.uns['rank_louvain']`\n",
      "    'names', sorted np.recarray to be indexed by group ids\n",
      "    'scores', sorted np.recarray to be indexed by group ids\n",
      "    'logfoldchanges', sorted np.recarray to be indexed by group ids\n",
      "    'pvals', sorted np.recarray to be indexed by group ids\n",
      "    'pvals_adj', sorted np.recarray to be indexed by group ids\n"
     ]
    }
   ],
   "source": [
    "sc.tl.rank_genes_groups(adata, groupby='louvain', use_raw=False, method='t-test', key_added='rank_louvain', n_genes=9000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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qERERERHRqyrXVsGdOHEiRowYAQCIiIhAp06dsGnTJiilEBAQgMWLF8Pd3V1TrIIFC2LG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\njfj/AdGMp89m6JaSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2304x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.rank_genes_groups(adata, key='rank_louvain', groups=['0','1'], fontsize=12)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# P-value analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Extract p-value data\n",
    "pval_clust0 = [i[0] for i in adata.uns['rank_louvain']['pvals']]\n",
    "pval_clust1 = [i[1] for i in adata.uns['rank_louvain']['pvals']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/malte.luecken/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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SE8ODJElqYniQJElNDA+SJKmJ4UGSJDUxPEiSpCaGB0mS1MTwIEmSmhgeJElS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\nCa0YWgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KkqSORg4PVbUU4zsAkGR7mkGiAHYDdkjypPb9fwIPBZ4OfAq4gCY0HAGcDxw78FHvBF4A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\nJHXy/wM29HkM3X5aBgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot expected P-value distributions\n",
    "lab_size = 25\n",
    "tick_size = 15\n",
    "\n",
    "p1 = sb.distplot(pval_clust0, kde=False, bins=100)\n",
    "p1.set_xlabel(\"P-values\",fontsize=lab_size)\n",
    "p1.set_ylabel(\"Frequency\",fontsize=lab_size)\n",
    "p1.tick_params(labelsize=tick_size)\n",
    "f1 = p1.get_figure()\n",
    "#f1.savefig('figures/hist_pvals_clust0.pdf')\n",
    "plt.show()\n",
    "\n",
    "p2 = sb.distplot(pval_clust1, kde=False, bins=100)\n",
    "p2.set_xlabel(\"P-values\",fontsize=lab_size)\n",
    "p2.set_ylabel(\"Frequency\",fontsize=lab_size)\n",
    "p2.tick_params(labelsize=tick_size)\n",
    "f2 = p2.get_figure()\n",
    "#f2.savefig('figures/hist_pvals_clust1.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the distributions of p-values are essentially the same, as both tests are equal given that there are only 2 clusters. In each case 1 cluster is tested against the other cluster. The different marker genes only arise as we focus on over-expression for each cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9\n",
      "5\n"
     ]
    }
   ],
   "source": [
    "#Number of 'significant' marker gene after multiple testing correcting\n",
    "signif_thresh = 0.05\n",
    "n_signif_markers0 = np.sum([i[0] < signif_thresh for i in adata.uns['rank_louvain']['pvals_adj']])\n",
    "n_signif_markers1 = np.sum([i[1] < signif_thresh for i in adata.uns['rank_louvain']['pvals_adj']])\n",
    "\n",
    "print(n_signif_markers0)\n",
    "print(n_signif_markers1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have significant marker genes after FDR correction for both clusters!"
   ]
  }
 ],
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